Giuseppe Franco

14 papers A 1B 2Journal 7Unranked 4
YearRankTypeTitle / Venue / Authors
2026 J jnl
MixQuant: Pushing the Limits of Block Rotations in Post-Training Quantization.
CoRR
Sai Sanjeet, Ian Colbert, Pablo Monteagudo-Lago, Giuseppe Franco, Yaman Umuroglu, Nicholas J. Fraser
2025 J jnl
Accumulator-Aware Post-Training Quantization for Large Language Models.
Trans. Mach. Learn. Res.
Ian Colbert, Giuseppe Franco, Fabian Grob, Jinjie Zhang, Rayan Saab
2025 J jnl
Improving Quantization with Post-Training Model Expansion.
CoRR
Giuseppe Franco, Pablo Monteagudo-Lago, Ian Colbert, Nicholas J. Fraser, Michaela Blott
2024 J jnl
Accumulator-Aware Post-Training Quantization.
CoRR
Ian Colbert, Fabian Grob, Giuseppe Franco, Jinjie Zhang, Rayan Saab
2024 B conf
Shedding the Bits: Pushing the Boundaries of Quantization with Minifloats on FPGAs.
FPL
Shivam Aggarwal, Hans Jakob Damsgaard, Alessandro Pappalardo, Giuseppe Franco, Thomas B. Preußer, Michaela Blott, Tulika Mitra
2023 J jnl
Post-Training Quantization with Low-precision Minifloats and Integers on FPGAs.
CoRR
Shivam Aggarwal, Alessandro Pappalardo, Hans Jakob Damsgaard, Giuseppe Franco, Thomas B. Preußer, Michaela Blott, Tulika Mitra
2020 J jnl
EchoBay: Design and Optimization of Echo State Networks under Memory and Time Constraints.
ACM Trans. Archit. Code Optim.
Luca Cerina, Marco D. Santambrogio, Giuseppe Franco, Claudio Gallicchio, Alessio Micheli
2020 A conf
Efficient Embedded Machine Learning applications using Echo State Networks.
DATE
Luca Cerina, Marco D. Santambrogio, Giuseppe Franco, Claudio Gallicchio, Alessio Micheli
2019 — conf
Continuous Blood Pressure Estimation Through Optimized Echo State Networks.
ICANN (Workshop)
Giuseppe Franco, Luca Cerina, Claudio Gallicchio, Alessio Micheli, Marco Domenico Santambrogio
2019 B conf
lightweight autonomous bayesian optimization of Echo-State Networks.
ESANN
Luca Cerina, Giuseppe Franco, Marco Domenico Santambrogio
2018 J jnl
Control of Power Electronics through a Photonic Bus: Feasibility and Prospects.
J. Sens. Actuator Networks
Paolo Savio, Anantaram Varatharajan, Erasmo Vizzaccaro, Sherif Abdelfattah Ghoname, Giuseppe Franco, Silvio Abrate, Gianmario Pellegrino, Vittorio Curri
2018 — conf
Robustness of Surface EMG Classifiers with Fixed-Point Decomposition on Reconfigurable Architecture.
IPDPS Workshops
Luca Cerina, Giuseppe Franco, Pierandrea Cancian, Marco D. Santambrogio
2017 — conf
A Hardware Acceleration for Surface EMG Non-Negative Matrix Factorization.
IPDPS Workshops
Luca Cerina, Pierandrea Cancian, Giuseppe Franco, Marco Domenico Santambrogio
2017 — conf
FPGA-based muscle synergy extraction for surface EMG gesture classification.
BioCAS
Giuseppe Franco, Pierandrea Cancian, Luca Cerina, E. Besana, N. Beretta, Marco D. Santambrogio